Guarantees for Greedy Maximization of Non-submodular Functions
This repository collects source code for the paper:
"Guarantees for Greedy Maximization of Non-submodular Functions with Applications."
ICML 2017. Andrew An Bian, Joachim M. Buhmann, Andreas Krause and Sebastian Tschiatschek.
The subfolders contain source files for the experiments:
"Bayesian-A-Optimality": Bayesian experimental design with the A-optimality objective
"LP": LPs with combinatorial constraints
"Determinantal-Function": Determinantal functions maximization
The subfolder "utilities" contains the utility functions.
One can refer to the README file in each subfolder to run the experiments and tune the setup parameters.
The code has been tested on Ubuntu 16.04 LTS, 64 bits with MATLAB R2016a. It should work with other OS with little change.
Copyright (2017) [Andrew An Bian | ETH Zurich | http://neocortex.ch/]
Please cite the above paper if you are using this code in your work.
The code may be used free of charge for non-commercial and educational purposes, the only requirement is that this text is preserved within the derivative work. For any other purpose one must contact the authors for permission.